{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "hUJIqHdB7UKL"
      },
      "source": [
        "[![Roboflow Notebooks](https://ik.imagekit.io/roboflow/notebooks/template/bannertest2-2.png?ik-sdk-version=javascript-1.4.3&updatedAt=1672932710194)](https://github.com/roboflow/notebooks)\n",
        "\n",
        "# How to Auto Train a Segmentation Model with Autodistill\n",
        "\n",
        "Autodistill uses big, slower foundation models to train small, faster supervised models. Using `autodistill`, you can go from unlabeled images to inference on a custom model running at the edge with no human intervention in between.\n",
        "\n",
        "![Autodistill Steps](https://media.roboflow.com/open-source/autodistill/steps.jpg)\n",
        "\n",
        "As foundation models get better and better they will increasingly be able to augment or replace humans in the labeling process. We need tools for steering, utilizing, and comparing these models. Additionally, these foundation models are big, expensive, and often gated behind private APIs. For many production use-cases, we need models that can run cheaply and in realtime at the edge.\n",
        "\n",
        "![Autodistill Connections](https://media.roboflow.com/open-source/autodistill/connections.jpg)\n",
        "\n",
        "## Steps in this Tutorial\n",
        "\n",
        "In this tutorial, we are going to cover:\n",
        "\n",
        "- Before you start\n",
        "- Image dataset preperation\n",
        "- Autolabel dataset\n",
        "- Train target model\n",
        "- Evaluate target model\n",
        "- Upload dataset and model to Roboflow\n",
        "\n",
        "Let's get started!\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "7LOzs8sv8Iom"
      },
      "source": [
        "## Install Dependencies"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ZUz0LEd08J9M",
        "outputId": "2966ed0d-9d13-4223-9331-5e33a88b90a9"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[?25l     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m0.0/59.3 kB\u001b[0m \u001b[31m?\u001b[0m eta \u001b[36m-:--:--\u001b[0m\r\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m59.3/59.3 kB\u001b[0m \u001b[31m3.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m57.4/57.4 kB\u001b[0m \u001b[31m7.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
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            "\u001b[?25h  Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m527.0/527.0 kB\u001b[0m \u001b[31m28.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m215.6/215.6 kB\u001b[0m \u001b[31m25.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
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            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m58.8/58.8 kB\u001b[0m \u001b[31m7.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m67.8/67.8 kB\u001b[0m \u001b[31m9.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25h  Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m54.5/54.5 kB\u001b[0m \u001b[31m6.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
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            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m250.3/250.3 kB\u001b[0m \u001b[31m23.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m2.2/2.2 MB\u001b[0m \u001b[31m21.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m268.8/268.8 kB\u001b[0m \u001b[31m25.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.3/1.3 MB\u001b[0m \u001b[31m66.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m7.8/7.8 MB\u001b[0m \u001b[31m79.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25h  Building wheel for rf-groundingdino (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Building wheel for wget (setup.py) ... \u001b[?25l\u001b[?25hdone\n"
          ]
        }
      ],
      "source": [
        "!pip install autodistill autodistill-grounded-sam autodistill-yolov8 supervision roboflow -q"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "84nPvK-A8Ww5"
      },
      "source": [
        "## Import Dependencies\n",
        "\n",
        "First, let's import the dependencies we will use in our project:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "hIwvEGNm8V_D"
      },
      "outputs": [],
      "source": [
        "from autodistill_grounded_sam import GroundedSAM\n",
        "from autodistill.detection import CaptionOntology\n",
        "from autodistill_yolov8 import YOLOv8\n",
        "import supervision as sv\n",
        "import roboflow\n",
        "import random\n",
        "import cv2\n",
        "import os\n",
        "\n",
        "HOME = os.getcwd()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "tnZR_ni_7s8O"
      },
      "source": [
        "## Download Dataset\n",
        "\n",
        "First, we need a dataset with which to work. Below, paste in a URL to any dataset on [Roboflow Universe](https://universe.roboflow.com). You will need a [free Roboflow account](https://app.roboflow.com) to download a dataset from Universe. Alternatively, you can upload your own dataset into this Colab notebook."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "bGIV2sYf8Lr4",
        "outputId": "d3a4dd39-6ed5-44f5-f34c-abf8b9067c3e"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\rvisit https://app.roboflow.com/auth-cli to get your authentication token.\n",
            "Paste the authentication token here: ··········\n",
            "loading Roboflow workspace...\n",
            "loading Roboflow project...\n",
            "Downloading Dataset Version Zip in Fire-and-Smoke-Segmentation-4 to coco: 100% [2048652 / 2048652] bytes\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "Extracting Dataset Version Zip to Fire-and-Smoke-Segmentation-4 in coco:: 100%|██████████| 209/209 [00:00<00:00, 2011.90it/s]\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<roboflow.core.dataset.Dataset at 0x7af24e253070>"
            ]
          },
          "metadata": {},
          "execution_count": 3
        }
      ],
      "source": [
        "roboflow.login()\n",
        "\n",
        "roboflow.download_dataset(dataset_url=\"https://app.roboflow.com/roboflow-universe-projects/fire-and-smoke-segmentation/4\", model_format=\"coco\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "9Ge1uAS37uIA"
      },
      "source": [
        "## Choose a Prompt\n",
        "\n",
        "To label images with Autodistill, you need to set an Ontology.\n",
        "\n",
        "An Autodistill Ontology consists of two parts:\n",
        "\n",
        "1. A prompt that will be sent to the foundation model (in this example, GroundedSAM), and;\n",
        "2. A class name to which the prompt maps. This is the class name that will be saved in your dataset. The prompt and class name can be the same.\n",
        "\n",
        "Below, we define an Ontology for two classes:\n",
        "\n",
        "1. damaged sign\n",
        "2. sign\n",
        "\n",
        "We then run GroundedSAM on an example image in the dataset.\n",
        "\n",
        "Substitute the prompts and image name as appropriate in the code snippet below.\n",
        "\n",
        "Feel free to experiment with the prompt until you get the expected result across different images in your dataset.\n",
        "\n",
        "<hr>\n",
        "\n",
        "**This cell will take a few moments to run because the weights for Grounding DINO, a component in the GroundedSAM base model we are using, need to download.**"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 689
        },
        "id": "-nE1_VCl8MON",
        "outputId": "25d32120-c30b-4cec-ade6-1084483d2914"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "trying to load grounding dino directly\n",
            "final text_encoder_type: bert-base-uncased\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x800 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "base_model = GroundedSAM(ontology=CaptionOntology({\"smoke\": \"smoke\", \"fire\": \"fire\"}))\n",
        "\n",
        "image_name = str(random.choice(sv.list_files_with_extensions(directory=\"./Fire-and-Smoke-Segmentation-4/train/\")))\n",
        "\n",
        "mask_annotator = sv.MaskAnnotator()\n",
        "\n",
        "image = cv2.imread(image_name)\n",
        "\n",
        "classes = base_model.ontology.classes()\n",
        "\n",
        "detections = base_model.predict(image_name)\n",
        "\n",
        "labels = [\n",
        "    f\"{classes[class_id]} {confidence:0.2f}\"\n",
        "    for _, _, confidence, class_id, _\n",
        "    in detections\n",
        "]\n",
        "\n",
        "annotated_frame = mask_annotator.annotate(\n",
        "    scene=image.copy(),\n",
        "    detections=detections\n",
        ")\n",
        "\n",
        "sv.plot_image(annotated_frame, size=(8, 8))"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "fwyeXWgg7wO3"
      },
      "source": [
        "## Label Dataset\n",
        "\n",
        "Once you have a prompt that works well for your dataset, we can start labeling our dataset.\n",
        "\n",
        "First, replace the folder name in the code cell below with a link to your `train` dataset. Then, run the code cell.\n",
        "\n",
        "This will create a folder of labeled images called `dataset` on which we can train our model."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "F51QC7hK8Mr2"
      },
      "outputs": [],
      "source": [
        "base_model.label(input_folder=\"./Fire-and-Smoke-Segmentation-4/train\", output_folder=\"./dataset\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "DLw0692O7xRW"
      },
      "source": [
        "## Train a Segmentation Model\n",
        "\n",
        "Now we are ready to train a segmentation model. For this example, we will train an Ultralytics YOLOv8 segmentation model. Run the code cell below to train a model using your dataset."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "a6qV3O657ljI"
      },
      "outputs": [],
      "source": [
        "from autodistill_yolov8 import YOLOv8\n",
        "\n",
        "target_model = YOLOv8(\"yolov8s-seg.pt\")\n",
        "target_model.train(f\"{HOME}/dataset/data.yaml\", epochs=100)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "lDCqVQO69Q1z"
      },
      "source": [
        "## Evaluate the Model\n",
        "\n",
        "How does our model perform? Great question! To understand how our model performs, we can visualize the confusion matrix saved after the YOLOv8 training job completed."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "6tyniI1A9QJ8"
      },
      "outputs": [],
      "source": [
        "from IPython.display import Image\n",
        "import torch\n",
        "\n",
        "torch.use_deterministic_algorithms(False)\n",
        "\n",
        "Image(filename=f'{HOME}/runs/segment/train/confusion_matrix.png', width=600)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "qzUN2PLFyNQe"
      },
      "outputs": [],
      "source": [
        "image_name = os.path.join(f\"{HOME}/dataset/valid/images/\", random.choice(os.listdir(f\"{HOME}/dataset/valid/images/\")))\n",
        "\n",
        "results = target_model.predict(image_name)\n",
        "\n",
        "mask_annotator = sv.MaskAnnotator()\n",
        "\n",
        "image = cv2.imread(image_name)\n",
        "\n",
        "classes = base_model.ontology.classes()\n",
        "\n",
        "detections = base_model.predict(image_name)\n",
        "\n",
        "labels = [\n",
        "    f\"{classes[class_id]} {confidence:0.2f}\"\n",
        "    for _, _, confidence, class_id, _\n",
        "    in detections\n",
        "]\n",
        "\n",
        "annotated_frame = mask_annotator.annotate(\n",
        "    scene=image.copy(),\n",
        "    detections=detections\n",
        ")\n",
        "\n",
        "sv.plot_image(annotated_frame, size=(8, 8))"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "l2VkqlGH9FMD"
      },
      "source": [
        "## Upload Model to Roboflow\n",
        "\n",
        "Optionally, you can upload your model to Roboflow. To do so:\n",
        "\n",
        "1. Create a new project in Roboflow\n",
        "2. Upload your data\n",
        "3. Create a new dataset version\n",
        "4. Run the code below\n",
        "\n",
        "You will need to specify your [project ID and dataset version](https://docs.roboflow.com/rest-api#how-to-find-your-model-id-and-version) below."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "bzxEoA7c8_Tx"
      },
      "outputs": [],
      "source": [
        "import roboflow\n",
        "\n",
        "PROJECT_ID = \"\"\n",
        "DATASET_VERSION = 1\n",
        "\n",
        "roboflow.login()\n",
        "\n",
        "rf = roboflow.Roboflow()\n",
        "\n",
        "project = rf.workspace().project(PROJECT_ID)\n",
        "project.version(DATASET_VERSION).deploy(model_type=\"yolov8-seg\", model_path=f\"./runs/detect/train/\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "crh1Zdic7mP8"
      },
      "source": [
        "# 🏆 Congratulations\n",
        "\n",
        "### Learning Resources\n",
        "\n",
        "Roboflow has produced many resources that you may find interesting as you advance your knowledge of computer vision:\n",
        "\n",
        "- [Roboflow Notebooks](https://github.com/roboflow/notebooks): A repository of over 20 notebooks that walk through how to train custom models with a range of model types, from YOLOv7 to SegFormer.\n",
        "- [Roboflow YouTube](https://www.youtube.com/c/Roboflow): Our library of videos featuring deep dives into the latest in computer vision, detailed tutorials that accompany our notebooks, and more.\n",
        "- [Roboflow Discuss](https://discuss.roboflow.com/): Have a question about how to do something on Roboflow? Ask your question on our discussion forum.\n",
        "- [Roboflow Models](https://roboflow.com): Learn about state-of-the-art models and their performance. Find links and tutorials to guide your learning.\n",
        "\n",
        "### Convert data formats\n",
        "\n",
        "Roboflow provides free utilities to convert data between dozens of popular computer vision formats. Check out [Roboflow Formats](https://roboflow.com/formats) to find tutorials on how to convert data between formats in a few clicks.\n",
        "\n",
        "### Connect computer vision to your project logic\n",
        "\n",
        "[Roboflow Templates](https://roboflow.com/templates) is a public gallery of code snippets that you can use to connect computer vision to your project logic. Code snippets range from sending emails after inference to measuring object distance between detections."
      ]
    }
  ],
  "metadata": {
    "accelerator": "GPU",
    "colab": {
      "gpuType": "T4",
      "provenance": []
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "name": "python"
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